SOTAVerified

Conditional Text Generation

The task of generating text according to some pre-specified conditioning (e.g. topic or sentiment or constraint)

Papers

Showing 4150 of 67 papers

TitleStatusHype
Realistic simulation of users for IT systems in cyber ranges0
Bag-of-Vectors Autoencoders for Unsupervised Conditional Text Generation0
Exploring Conditional Text Generation for Aspect-Based Sentiment AnalysisCode0
Guided Generation of Cause and Effect0
WikiGraphs: A Wikipedia Text - Knowledge Graph Paired DatasetCode0
Lexically-constrained Text Generation through Commonsense Knowledge Extraction and Injection0
NeuroLogic Decoding: (Un)supervised Neural Text Generation with Predicate Logic Constraints0
Reflective Decoding: Beyond Unidirectional Generation with Off-the-Shelf Language Models0
ETC-NLG: End-to-end Topic-Conditioned Natural Language GenerationCode0
Hiring Now: A Skill-Aware Multi-Attention Model for Job Posting Generation0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1GPT-2-no-fine-tuningIgnored Constraint Error Rate28.2Unverified
2GPT-2-fine-tuned-5-epochsIgnored Constraint Error Rate0.5Unverified
3GPT-2-fine-tuned-20-epochsIgnored Constraint Error Rate0.3Unverified
4GPT-2-with-filterIgnored Constraint Error Rate0Unverified